{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import torchvision.datasets\n",
    "# mnist_dataset = torchvision.datasets.CelebA(root='./celeba_data/', download=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import imageio\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_3768\\2018901562.py:8: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  hf.create_dataset(f'img_align_celeba/{count}.jpg', data=imageio.imread(file), compression='gzip', compression_opts=9)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count: 2000\n",
      "count: 4000\n",
      "count: 6000\n",
      "count: 8000\n",
      "count: 10000\n",
      "count: 12000\n",
      "count: 14000\n",
      "count: 16000\n",
      "count: 18000\n",
      "count: 20000\n"
     ]
    }
   ],
   "source": [
    "hdf5_file = 'celeba_data/celeba_aligned_small.h5py'\n",
    "total_images = 20000\n",
    "count = 0\n",
    "with h5py.File(hdf5_file, 'w') as hf:\n",
    "    for file in os.listdir('celeba_data/celeba/img_align_celeba/'):\n",
    "        if file[-4:] == '.jpg':\n",
    "            file = f'celeba_data/celeba/img_align_celeba/{file}'\n",
    "            hf.create_dataset(f'img_align_celeba/{count}.jpg', data=imageio.imread(file), compression='gzip', compression_opts=9)\n",
    "            count += 1\n",
    "            if count % 2000 == 0:\n",
    "                print(f'count: {count}')\n",
    "            if count == total_images:\n",
    "                break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "img_align_celeba\n"
     ]
    }
   ],
   "source": [
    "with h5py.File(hdf5_file, 'r') as hf:\n",
    "    for group in hf:\n",
    "        print(group)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "with h5py.File(hdf5_file, 'r') as hf:\n",
    "    dataset = hf['img_align_celeba']\n",
    "    img = np.array(dataset['7000.jpg'])\n",
    "    plt.imshow(img, interpolation='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(218, 178, 3)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('ai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0cb0046d74bfb5a9fee6ebb85b9850d762e40d6b321d5d9a0aa0313eefa3c5b4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
